{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import lightgbm as lgb\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.model_selection import StratifiedKFold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = '../../../contest/train/'\n",
    "stage_path = '../../../contest/B榜/'\n",
    "stage = 'B'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = pd.read_csv('../../../contest/train/DZ_TARGET_TRAIN.csv')\n",
    "df_test = pd.read_csv('../../../contest/B榜/DZ_TARGET_TESTB.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_user = pd.DataFrame({'CUST_NO':df_train.CUST_NO})\n",
    "df_test_user = pd.DataFrame({'CUST_NO':df_test.cust_no})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CUST_NO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>235e4e193124d8c55095cf3f0f0d8f35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>f1b5ca32a8f7ef5430f5775c00ff3f60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51be6f380b408edeb7779b76e016dcd3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ccd7e33ccbe7e9dd4246a2959f666c0a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>069f48f51bf6be5bcbdc9af52bb20970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50157</th>\n",
       "      <td>c773466d7a3e2431ff6130044f48e32e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50158</th>\n",
       "      <td>8a396398af5bb38476f0f2a6605604b0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50159</th>\n",
       "      <td>3790ff3be59aac6b9907b2bef386da85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50160</th>\n",
       "      <td>ee9a6fcdb9a825bfec4f931162a55f0a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50161</th>\n",
       "      <td>28ce8d517931e4f4f769a4bbfa1fd7a0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50162 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                CUST_NO\n",
       "0      235e4e193124d8c55095cf3f0f0d8f35\n",
       "1      f1b5ca32a8f7ef5430f5775c00ff3f60\n",
       "2      51be6f380b408edeb7779b76e016dcd3\n",
       "3      ccd7e33ccbe7e9dd4246a2959f666c0a\n",
       "4      069f48f51bf6be5bcbdc9af52bb20970\n",
       "...                                 ...\n",
       "50157  c773466d7a3e2431ff6130044f48e32e\n",
       "50158  8a396398af5bb38476f0f2a6605604b0\n",
       "50159  3790ff3be59aac6b9907b2bef386da85\n",
       "50160  ee9a6fcdb9a825bfec4f931162a55f0a\n",
       "50161  28ce8d517931e4f4f769a4bbfa1fd7a0\n",
       "\n",
       "[50162 rows x 1 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_user"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 资产表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp_train = pd.read_csv(os.path.join(train_path,'DZ_ASSET.csv'))\n",
    "tmp_test = pd.read_csv(os.path.join(stage_path,f'DZ_ASSET_{stage}.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['DATA_DAT', 'CUST_NO', 'AST_DAY_FA_BAL', 'AST_MAVER_FA_BAL',\n",
       "       'AST_SAVER_FA_BAL', 'AST_YAVER_FA_BAL', 'AST_DAY_AUM_BAL',\n",
       "       'AST_MAVER_AUM_BAL', 'AST_SAVER_AUM_BAL', 'AST_YAVER_AUM_BAL',\n",
       "       'AST_FA_BAL_MAX', 'AST_AUM_BAL_MAX', 'AST_DP_BAL', 'AST_MAVER_DP_BAL',\n",
       "       'AST_SAVER_DP_BAL', 'AST_YAVER_DP_BAL', 'AST_DPSA_BAL',\n",
       "       'AST_MAVER_DPSA_BAL', 'AST_SAVER_DPSA_BAL', 'AST_YAVER_DPSA_BAL',\n",
       "       'AST_DCARD_SA_BAL', 'AST_TD_BAL', 'AST_PSRE_TAINO_BAL',\n",
       "       'AST_DP_BAL_MAX'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp_train.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 相除 相减"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fe_asset(df):\n",
    "    df = df.drop('DATA_DAT',axis=1)\n",
    "    features = df.columns[1:]\n",
    "    for ind1 in range(len(features)-1):\n",
    "        for ind2 in range(ind1+1, len(features)):\n",
    "            fea1 = features[ind1]\n",
    "            fea2 = features[ind2]\n",
    "            df[f'{fea1}_{fea1}_diff'] = df[fea1] - df[fea2]\n",
    "            df[f'{fea1}_{fea2}_ratio'] = df[fea1] / (df[fea2] +1e-5)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp_train = fe_asset(tmp_train)\n",
    "tmp_test = fe_asset(tmp_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp_train = df_train_user.merge(tmp_train,on='CUST_NO',how='left')\n",
    "tmp_test = df_test_user.merge(tmp_test,on='CUST_NO',how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp_train = tmp_train.fillna(0)\n",
    "tmp_test = tmp_test.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CUST_NO</th>\n",
       "      <th>AST_DAY_FA_BAL</th>\n",
       "      <th>AST_MAVER_FA_BAL</th>\n",
       "      <th>AST_SAVER_FA_BAL</th>\n",
       "      <th>AST_YAVER_FA_BAL</th>\n",
       "      <th>AST_DAY_AUM_BAL</th>\n",
       "      <th>AST_MAVER_AUM_BAL</th>\n",
       "      <th>AST_SAVER_AUM_BAL</th>\n",
       "      <th>AST_YAVER_AUM_BAL</th>\n",
       "      <th>AST_FA_BAL_MAX</th>\n",
       "      <th>AST_AUM_BAL_MAX</th>\n",
       "      <th>AST_DP_BAL</th>\n",
       "      <th>AST_MAVER_DP_BAL</th>\n",
       "      <th>AST_SAVER_DP_BAL</th>\n",
       "      <th>AST_YAVER_DP_BAL</th>\n",
       "      <th>AST_DPSA_BAL</th>\n",
       "      <th>AST_MAVER_DPSA_BAL</th>\n",
       "      <th>AST_SAVER_DPSA_BAL</th>\n",
       "      <th>AST_YAVER_DPSA_BAL</th>\n",
       "      <th>AST_DCARD_SA_BAL</th>\n",
       "      <th>AST_TD_BAL</th>\n",
       "      <th>AST_PSRE_TAINO_BAL</th>\n",
       "      <th>AST_DP_BAL_MAX</th>\n",
       "      <th>AST_DAY_FA_BAL_AST_DAY_FA_BAL_diff</th>\n",
       "      <th>AST_DAY_FA_BAL_AST_MAVER_FA_BAL_ratio</th>\n",
       "      <th>AST_DAY_FA_BAL_AST_SAVER_FA_BAL_ratio</th>\n",
       "      <th>AST_DAY_FA_BAL_AST_YAVER_FA_BAL_ratio</th>\n",
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       "      <th>AST_MAVER_AUM_BAL_AST_MAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_MAVER_AUM_BAL_AST_SAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_MAVER_AUM_BAL_AST_YAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_MAVER_AUM_BAL_AST_DPSA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_AUM_BAL_AST_MAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_AUM_BAL_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_AUM_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
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       "      <th>AST_MAVER_AUM_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
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       "      <th>AST_SAVER_AUM_BAL_AST_SAVER_AUM_BAL_diff</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_YAVER_AUM_BAL_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_FA_BAL_MAX_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_AUM_BAL_MAX_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_DP_BAL_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_MAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_SAVER_DP_BAL_ratio</th>\n",
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       "      <th>AST_SAVER_AUM_BAL_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_SAVER_AUM_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_YAVER_AUM_BAL_diff</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_FA_BAL_MAX_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_AUM_BAL_MAX_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_DP_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_MAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_SAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_YAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_DPSA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_MAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_YAVER_AUM_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_FA_BAL_MAX_diff</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_AUM_BAL_MAX_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_DP_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_MAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_SAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_YAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_DPSA_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_MAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_FA_BAL_MAX_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_AUM_BAL_MAX_diff</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_DP_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_MAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_SAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_YAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_DPSA_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_MAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_AUM_BAL_MAX_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_DP_BAL_diff</th>\n",
       "      <th>AST_DP_BAL_AST_MAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_SAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_YAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_DPSA_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_MAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_DP_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_MAVER_DP_BAL_diff</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_SAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_YAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_DPSA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_MAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DP_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_SAVER_DP_BAL_diff</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_YAVER_DP_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_DPSA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_MAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DP_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_YAVER_DP_BAL_AST_YAVER_DP_BAL_diff</th>\n",
       "      <th>AST_YAVER_DP_BAL_AST_DPSA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DP_BAL_AST_MAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DP_BAL_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DP_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DP_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DP_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DP_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DP_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_DPSA_BAL_AST_DPSA_BAL_diff</th>\n",
       "      <th>AST_DPSA_BAL_AST_MAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_DPSA_BAL_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_DPSA_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_DPSA_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_DPSA_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_DPSA_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_MAVER_DPSA_BAL_AST_MAVER_DPSA_BAL_diff</th>\n",
       "      <th>AST_MAVER_DPSA_BAL_AST_SAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DPSA_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DPSA_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DPSA_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_MAVER_DPSA_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_SAVER_DPSA_BAL_AST_SAVER_DPSA_BAL_diff</th>\n",
       "      <th>AST_SAVER_DPSA_BAL_AST_YAVER_DPSA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DPSA_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DPSA_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_SAVER_DPSA_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_YAVER_DPSA_BAL_AST_YAVER_DPSA_BAL_diff</th>\n",
       "      <th>AST_YAVER_DPSA_BAL_AST_DCARD_SA_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DPSA_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_YAVER_DPSA_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_DCARD_SA_BAL_AST_DCARD_SA_BAL_diff</th>\n",
       "      <th>AST_DCARD_SA_BAL_AST_TD_BAL_ratio</th>\n",
       "      <th>AST_DCARD_SA_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_DCARD_SA_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_TD_BAL_AST_TD_BAL_diff</th>\n",
       "      <th>AST_TD_BAL_AST_PSRE_TAINO_BAL_ratio</th>\n",
       "      <th>AST_TD_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "      <th>AST_PSRE_TAINO_BAL_AST_PSRE_TAINO_BAL_diff</th>\n",
       "      <th>AST_PSRE_TAINO_BAL_AST_DP_BAL_MAX_ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>1.000495</td>\n",
       "      <td>0.202135</td>\n",
       "      <td>1.011387</td>\n",
       "      <td>1.010990</td>\n",
       "      <td>1.009008</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.011387</td>\n",
       "      <td>2.146141e+06</td>\n",
       "      <td>2.146141e+06</td>\n",
       "      <td>1.009508</td>\n",
       "      <td>-0.039497</td>\n",
       "      <td>0.999608</td>\n",
       "      <td>0.997648</td>\n",
       "      <td>0.988741</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.121978e+06</td>\n",
       "      <td>2.121978e+06</td>\n",
       "      <td>0.998142</td>\n",
       "      <td>-0.031182</td>\n",
       "      <td>0.998039</td>\n",
       "      <td>0.989128</td>\n",
       "      <td>1.000391</td>\n",
       "      <td>2.122809e+06</td>\n",
       "      <td>2.122809e+06</td>\n",
       "      <td>0.998533</td>\n",
       "      <td>0.010523</td>\n",
       "      <td>0.991071</td>\n",
       "      <td>1.002357</td>\n",
       "      <td>2.126980e+06</td>\n",
       "      <td>2.126980e+06</td>\n",
       "      <td>1.000495</td>\n",
       "      <td>0.202135</td>\n",
       "      <td>1.011387</td>\n",
       "      <td>2.146141e+06</td>\n",
       "      <td>2.146141e+06</td>\n",
       "      <td>1.009508</td>\n",
       "      <td>-0.039497</td>\n",
       "      <td>2.121978e+06</td>\n",
       "      <td>2.121978e+06</td>\n",
       "      <td>0.998142</td>\n",
       "      <td>-21.259275</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-21.259275</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>f1b5ca32a8f7ef5430f5775c00ff3f60</td>\n",
       "      <td>9.945461</td>\n",
       "      <td>9.944437</td>\n",
       "      <td>9.943413</td>\n",
       "      <td>9.940341</td>\n",
       "      <td>9.945461</td>\n",
       "      <td>9.944437</td>\n",
       "      <td>9.943413</td>\n",
       "      <td>9.940341</td>\n",
       "      <td>9.945461</td>\n",
       "      <td>9.945461</td>\n",
       "      <td>9.945461</td>\n",
       "      <td>9.944437</td>\n",
       "      <td>9.943413</td>\n",
       "      <td>9.940341</td>\n",
       "      <td>9.945461</td>\n",
       "      <td>9.944437</td>\n",
       "      <td>9.943413</td>\n",
       "      <td>9.940341</td>\n",
       "      <td>9.945461</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.945461</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>-0.001024</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>9.944437e+05</td>\n",
       "      <td>9.944437e+05</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>-0.002047</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>9.943413e+05</td>\n",
       "      <td>9.943413e+05</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>-0.005120</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999587</td>\n",
       "      <td>0.999690</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999587</td>\n",
       "      <td>0.999690</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999587</td>\n",
       "      <td>0.999690</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>9.940341e+05</td>\n",
       "      <td>9.940341e+05</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>-0.001024</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>9.944437e+05</td>\n",
       "      <td>9.944437e+05</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>-0.002047</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>9.943413e+05</td>\n",
       "      <td>9.943413e+05</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>-0.005120</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999587</td>\n",
       "      <td>0.999690</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999587</td>\n",
       "      <td>0.999690</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>9.940341e+05</td>\n",
       "      <td>9.940341e+05</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>-0.001024</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>9.944437e+05</td>\n",
       "      <td>9.944437e+05</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>-0.002047</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>9.943413e+05</td>\n",
       "      <td>9.943413e+05</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>-0.005120</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.999587</td>\n",
       "      <td>0.999690</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>9.940341e+05</td>\n",
       "      <td>9.940341e+05</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000205</td>\n",
       "      <td>1.000514</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>-0.001024</td>\n",
       "      <td>1.000102</td>\n",
       "      <td>1.000411</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>9.944437e+05</td>\n",
       "      <td>9.944437e+05</td>\n",
       "      <td>0.999896</td>\n",
       "      <td>-0.002047</td>\n",
       "      <td>1.000308</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>9.943413e+05</td>\n",
       "      <td>9.943413e+05</td>\n",
       "      <td>0.999793</td>\n",
       "      <td>-0.005120</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>9.940341e+05</td>\n",
       "      <td>9.940341e+05</td>\n",
       "      <td>0.999484</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>9.945461e+05</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>-9.945461</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-9.945461</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51be6f380b408edeb7779b76e016dcd3</td>\n",
       "      <td>10.868393</td>\n",
       "      <td>10.890631</td>\n",
       "      <td>10.905123</td>\n",
       "      <td>51.087042</td>\n",
       "      <td>10.868393</td>\n",
       "      <td>10.890631</td>\n",
       "      <td>10.905123</td>\n",
       "      <td>51.087042</td>\n",
       "      <td>10.912779</td>\n",
       "      <td>10.912779</td>\n",
       "      <td>10.868393</td>\n",
       "      <td>10.890631</td>\n",
       "      <td>10.905123</td>\n",
       "      <td>51.087042</td>\n",
       "      <td>10.868393</td>\n",
       "      <td>10.890631</td>\n",
       "      <td>10.905123</td>\n",
       "      <td>10.866679</td>\n",
       "      <td>10.868393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.912779</td>\n",
       "      <td>-0.044386</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>0.212743</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>0.212743</td>\n",
       "      <td>0.995932</td>\n",
       "      <td>0.995932</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>0.212743</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>1.000157</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>0.995932</td>\n",
       "      <td>-0.022148</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>0.213178</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>0.213178</td>\n",
       "      <td>0.997970</td>\n",
       "      <td>0.997970</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>0.213178</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>1.002203</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>1.089063e+06</td>\n",
       "      <td>1.089063e+06</td>\n",
       "      <td>0.997970</td>\n",
       "      <td>-0.007656</td>\n",
       "      <td>0.213462</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.001330</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.213462</td>\n",
       "      <td>0.999297</td>\n",
       "      <td>0.999297</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.001330</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.213462</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.001330</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.003537</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.090512e+06</td>\n",
       "      <td>1.090512e+06</td>\n",
       "      <td>0.999297</td>\n",
       "      <td>40.174263</td>\n",
       "      <td>4.700510</td>\n",
       "      <td>4.690912</td>\n",
       "      <td>4.684679</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.681392</td>\n",
       "      <td>4.681392</td>\n",
       "      <td>4.700510</td>\n",
       "      <td>4.690912</td>\n",
       "      <td>4.684679</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.700510</td>\n",
       "      <td>4.690912</td>\n",
       "      <td>4.684679</td>\n",
       "      <td>4.701252</td>\n",
       "      <td>4.700510</td>\n",
       "      <td>5.108704e+06</td>\n",
       "      <td>5.108704e+06</td>\n",
       "      <td>4.681392</td>\n",
       "      <td>-0.044386</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>0.212743</td>\n",
       "      <td>0.995932</td>\n",
       "      <td>0.995932</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>0.212743</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>1.000157</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>0.995932</td>\n",
       "      <td>-0.022148</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>0.213178</td>\n",
       "      <td>0.997970</td>\n",
       "      <td>0.997970</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>0.213178</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>1.002203</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>1.089063e+06</td>\n",
       "      <td>1.089063e+06</td>\n",
       "      <td>0.997970</td>\n",
       "      <td>-0.007656</td>\n",
       "      <td>0.213462</td>\n",
       "      <td>0.999297</td>\n",
       "      <td>0.999297</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.001330</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.213462</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.001330</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.003537</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.090512e+06</td>\n",
       "      <td>1.090512e+06</td>\n",
       "      <td>0.999297</td>\n",
       "      <td>40.174263</td>\n",
       "      <td>4.681392</td>\n",
       "      <td>4.681392</td>\n",
       "      <td>4.700510</td>\n",
       "      <td>4.690912</td>\n",
       "      <td>4.684679</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.700510</td>\n",
       "      <td>4.690912</td>\n",
       "      <td>4.684679</td>\n",
       "      <td>4.701252</td>\n",
       "      <td>4.700510</td>\n",
       "      <td>5.108704e+06</td>\n",
       "      <td>5.108704e+06</td>\n",
       "      <td>4.681392</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.004083</td>\n",
       "      <td>1.002033</td>\n",
       "      <td>1.000701</td>\n",
       "      <td>0.213611</td>\n",
       "      <td>1.004083</td>\n",
       "      <td>1.002033</td>\n",
       "      <td>1.000701</td>\n",
       "      <td>1.004241</td>\n",
       "      <td>1.004083</td>\n",
       "      <td>1.091278e+06</td>\n",
       "      <td>1.091278e+06</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.004083</td>\n",
       "      <td>1.002033</td>\n",
       "      <td>1.000701</td>\n",
       "      <td>0.213611</td>\n",
       "      <td>1.004083</td>\n",
       "      <td>1.002033</td>\n",
       "      <td>1.000701</td>\n",
       "      <td>1.004241</td>\n",
       "      <td>1.004083</td>\n",
       "      <td>1.091278e+06</td>\n",
       "      <td>1.091278e+06</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>-0.044386</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>0.212743</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>1.000157</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>0.995932</td>\n",
       "      <td>-0.022148</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>0.213178</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>1.002203</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>1.089063e+06</td>\n",
       "      <td>1.089063e+06</td>\n",
       "      <td>0.997970</td>\n",
       "      <td>-0.007656</td>\n",
       "      <td>0.213462</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.001330</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.003537</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.090512e+06</td>\n",
       "      <td>1.090512e+06</td>\n",
       "      <td>0.999297</td>\n",
       "      <td>40.174263</td>\n",
       "      <td>4.700510</td>\n",
       "      <td>4.690912</td>\n",
       "      <td>4.684679</td>\n",
       "      <td>4.701252</td>\n",
       "      <td>4.700510</td>\n",
       "      <td>5.108704e+06</td>\n",
       "      <td>5.108704e+06</td>\n",
       "      <td>4.681392</td>\n",
       "      <td>-0.044386</td>\n",
       "      <td>0.997957</td>\n",
       "      <td>0.996631</td>\n",
       "      <td>1.000157</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>0.995932</td>\n",
       "      <td>-0.022148</td>\n",
       "      <td>0.998670</td>\n",
       "      <td>1.002203</td>\n",
       "      <td>1.002045</td>\n",
       "      <td>1.089063e+06</td>\n",
       "      <td>1.089063e+06</td>\n",
       "      <td>0.997970</td>\n",
       "      <td>-0.007656</td>\n",
       "      <td>1.003537</td>\n",
       "      <td>1.003379</td>\n",
       "      <td>1.090512e+06</td>\n",
       "      <td>1.090512e+06</td>\n",
       "      <td>0.999297</td>\n",
       "      <td>-0.046100</td>\n",
       "      <td>0.999841</td>\n",
       "      <td>1.086668e+06</td>\n",
       "      <td>1.086668e+06</td>\n",
       "      <td>0.995775</td>\n",
       "      <td>-0.044386</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>1.086839e+06</td>\n",
       "      <td>0.995932</td>\n",
       "      <td>-10.912779</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-10.912779</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ccd7e33ccbe7e9dd4246a2959f666c0a</td>\n",
       "      <td>105.302676</td>\n",
       "      <td>105.856261</td>\n",
       "      <td>106.448762</td>\n",
       "      <td>108.924576</td>\n",
       "      <td>25.732119</td>\n",
       "      <td>31.116054</td>\n",
       "      <td>31.042268</td>\n",
       "      <td>29.568439</td>\n",
       "      <td>107.337549</td>\n",
       "      <td>40.352479</td>\n",
       "      <td>25.732119</td>\n",
       "      <td>31.116054</td>\n",
       "      <td>31.042268</td>\n",
       "      <td>29.568439</td>\n",
       "      <td>25.732119</td>\n",
       "      <td>31.116054</td>\n",
       "      <td>31.042268</td>\n",
       "      <td>29.568439</td>\n",
       "      <td>20.207495</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.352479</td>\n",
       "      <td>64.950197</td>\n",
       "      <td>0.994770</td>\n",
       "      <td>0.989233</td>\n",
       "      <td>0.966748</td>\n",
       "      <td>4.092264</td>\n",
       "      <td>3.384190</td>\n",
       "      <td>3.392234</td>\n",
       "      <td>3.561319</td>\n",
       "      <td>0.981042</td>\n",
       "      <td>2.609571</td>\n",
       "      <td>4.092264</td>\n",
       "      <td>3.384190</td>\n",
       "      <td>3.392234</td>\n",
       "      <td>3.561319</td>\n",
       "      <td>4.092264</td>\n",
       "      <td>3.384190</td>\n",
       "      <td>3.392234</td>\n",
       "      <td>3.561319</td>\n",
       "      <td>5.211068</td>\n",
       "      <td>1.053027e+07</td>\n",
       "      <td>1.053027e+07</td>\n",
       "      <td>2.609571</td>\n",
       "      <td>65.503783</td>\n",
       "      <td>0.994434</td>\n",
       "      <td>0.971831</td>\n",
       "      <td>4.113778</td>\n",
       "      <td>3.401981</td>\n",
       "      <td>3.410067</td>\n",
       "      <td>3.580041</td>\n",
       "      <td>0.986200</td>\n",
       "      <td>2.623290</td>\n",
       "      <td>4.113778</td>\n",
       "      <td>3.401981</td>\n",
       "      <td>3.410067</td>\n",
       "      <td>3.580041</td>\n",
       "      <td>4.113778</td>\n",
       "      <td>3.401981</td>\n",
       "      <td>3.410067</td>\n",
       "      <td>3.580041</td>\n",
       "      <td>5.238463</td>\n",
       "      <td>1.058563e+07</td>\n",
       "      <td>1.058563e+07</td>\n",
       "      <td>2.623290</td>\n",
       "      <td>66.096284</td>\n",
       "      <td>0.977270</td>\n",
       "      <td>4.136804</td>\n",
       "      <td>3.421023</td>\n",
       "      <td>3.429154</td>\n",
       "      <td>3.600079</td>\n",
       "      <td>0.991720</td>\n",
       "      <td>2.637973</td>\n",
       "      <td>4.136804</td>\n",
       "      <td>3.421023</td>\n",
       "      <td>3.429154</td>\n",
       "      <td>3.600079</td>\n",
       "      <td>4.136804</td>\n",
       "      <td>3.421023</td>\n",
       "      <td>3.429154</td>\n",
       "      <td>3.600079</td>\n",
       "      <td>5.267784</td>\n",
       "      <td>1.064488e+07</td>\n",
       "      <td>1.064488e+07</td>\n",
       "      <td>2.637973</td>\n",
       "      <td>68.572098</td>\n",
       "      <td>4.233018</td>\n",
       "      <td>3.500590</td>\n",
       "      <td>3.508911</td>\n",
       "      <td>3.683811</td>\n",
       "      <td>1.014785</td>\n",
       "      <td>2.699327</td>\n",
       "      <td>4.233018</td>\n",
       "      <td>3.500590</td>\n",
       "      <td>3.508911</td>\n",
       "      <td>3.683811</td>\n",
       "      <td>4.233018</td>\n",
       "      <td>3.500590</td>\n",
       "      <td>3.508911</td>\n",
       "      <td>3.683811</td>\n",
       "      <td>5.390303</td>\n",
       "      <td>1.089246e+07</td>\n",
       "      <td>1.089246e+07</td>\n",
       "      <td>2.699327</td>\n",
       "      <td>-14.620360</td>\n",
       "      <td>0.826972</td>\n",
       "      <td>0.828938</td>\n",
       "      <td>0.870256</td>\n",
       "      <td>0.239731</td>\n",
       "      <td>0.637684</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.826972</td>\n",
       "      <td>0.828938</td>\n",
       "      <td>0.870256</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.826972</td>\n",
       "      <td>0.828938</td>\n",
       "      <td>0.870256</td>\n",
       "      <td>1.273394</td>\n",
       "      <td>2.573212e+06</td>\n",
       "      <td>2.573212e+06</td>\n",
       "      <td>0.637684</td>\n",
       "      <td>-9.236424</td>\n",
       "      <td>1.002377</td>\n",
       "      <td>1.052340</td>\n",
       "      <td>0.289890</td>\n",
       "      <td>0.771106</td>\n",
       "      <td>1.209230</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.002377</td>\n",
       "      <td>1.052340</td>\n",
       "      <td>1.209230</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.002377</td>\n",
       "      <td>1.052340</td>\n",
       "      <td>1.539827</td>\n",
       "      <td>3.111605e+06</td>\n",
       "      <td>3.111605e+06</td>\n",
       "      <td>0.771106</td>\n",
       "      <td>-9.310211</td>\n",
       "      <td>1.049844</td>\n",
       "      <td>0.289202</td>\n",
       "      <td>0.769278</td>\n",
       "      <td>1.206362</td>\n",
       "      <td>0.997628</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.049844</td>\n",
       "      <td>1.206362</td>\n",
       "      <td>0.997628</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.049844</td>\n",
       "      <td>1.536175</td>\n",
       "      <td>3.104227e+06</td>\n",
       "      <td>3.104227e+06</td>\n",
       "      <td>0.769278</td>\n",
       "      <td>-10.784040</td>\n",
       "      <td>0.275472</td>\n",
       "      <td>0.732754</td>\n",
       "      <td>1.149086</td>\n",
       "      <td>0.950263</td>\n",
       "      <td>0.952522</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.149086</td>\n",
       "      <td>0.950263</td>\n",
       "      <td>0.952522</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.463240</td>\n",
       "      <td>2.956844e+06</td>\n",
       "      <td>2.956844e+06</td>\n",
       "      <td>0.732754</td>\n",
       "      <td>66.98507</td>\n",
       "      <td>2.659998</td>\n",
       "      <td>4.171344</td>\n",
       "      <td>3.449586</td>\n",
       "      <td>3.457786</td>\n",
       "      <td>3.630138</td>\n",
       "      <td>4.171344</td>\n",
       "      <td>3.449586</td>\n",
       "      <td>3.457786</td>\n",
       "      <td>3.630138</td>\n",
       "      <td>5.311767</td>\n",
       "      <td>1.073375e+07</td>\n",
       "      <td>1.073375e+07</td>\n",
       "      <td>2.659998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.568175</td>\n",
       "      <td>1.296837</td>\n",
       "      <td>1.299920</td>\n",
       "      <td>1.364714</td>\n",
       "      <td>1.568175</td>\n",
       "      <td>1.296837</td>\n",
       "      <td>1.299920</td>\n",
       "      <td>1.364714</td>\n",
       "      <td>1.996906</td>\n",
       "      <td>4.035248e+06</td>\n",
       "      <td>4.035248e+06</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-14.620360</td>\n",
       "      <td>0.826972</td>\n",
       "      <td>0.828938</td>\n",
       "      <td>0.870256</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.826972</td>\n",
       "      <td>0.828938</td>\n",
       "      <td>0.870256</td>\n",
       "      <td>1.273394</td>\n",
       "      <td>2.573212e+06</td>\n",
       "      <td>2.573212e+06</td>\n",
       "      <td>0.637684</td>\n",
       "      <td>-9.236424</td>\n",
       "      <td>1.002377</td>\n",
       "      <td>1.052340</td>\n",
       "      <td>1.209230</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.002377</td>\n",
       "      <td>1.052340</td>\n",
       "      <td>1.539827</td>\n",
       "      <td>3.111605e+06</td>\n",
       "      <td>3.111605e+06</td>\n",
       "      <td>0.771106</td>\n",
       "      <td>-9.310211</td>\n",
       "      <td>1.049844</td>\n",
       "      <td>1.206362</td>\n",
       "      <td>0.997628</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.049844</td>\n",
       "      <td>1.536175</td>\n",
       "      <td>3.104227e+06</td>\n",
       "      <td>3.104227e+06</td>\n",
       "      <td>0.769278</td>\n",
       "      <td>-10.784040</td>\n",
       "      <td>1.149086</td>\n",
       "      <td>0.950263</td>\n",
       "      <td>0.952522</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.463240</td>\n",
       "      <td>2.956844e+06</td>\n",
       "      <td>2.956844e+06</td>\n",
       "      <td>0.732754</td>\n",
       "      <td>-14.620360</td>\n",
       "      <td>0.826972</td>\n",
       "      <td>0.828938</td>\n",
       "      <td>0.870256</td>\n",
       "      <td>1.273394</td>\n",
       "      <td>2.573212e+06</td>\n",
       "      <td>2.573212e+06</td>\n",
       "      <td>0.637684</td>\n",
       "      <td>-9.236424</td>\n",
       "      <td>1.002377</td>\n",
       "      <td>1.052340</td>\n",
       "      <td>1.539827</td>\n",
       "      <td>3.111605e+06</td>\n",
       "      <td>3.111605e+06</td>\n",
       "      <td>0.771106</td>\n",
       "      <td>-9.310211</td>\n",
       "      <td>1.049844</td>\n",
       "      <td>1.536175</td>\n",
       "      <td>3.104227e+06</td>\n",
       "      <td>3.104227e+06</td>\n",
       "      <td>0.769278</td>\n",
       "      <td>-10.784040</td>\n",
       "      <td>1.463240</td>\n",
       "      <td>2.956844e+06</td>\n",
       "      <td>2.956844e+06</td>\n",
       "      <td>0.732754</td>\n",
       "      <td>-20.144984</td>\n",
       "      <td>2.020749e+06</td>\n",
       "      <td>2.020749e+06</td>\n",
       "      <td>0.500774</td>\n",
       "      <td>-40.352479</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-40.352479</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>069f48f51bf6be5bcbdc9af52bb20970</td>\n",
       "      <td>13.030005</td>\n",
       "      <td>14.342360</td>\n",
       "      <td>18.448275</td>\n",
       "      <td>35.433499</td>\n",
       "      <td>13.030005</td>\n",
       "      <td>14.342360</td>\n",
       "      <td>18.448275</td>\n",
       "      <td>35.433499</td>\n",
       "      <td>19.167400</td>\n",
       "      <td>19.167400</td>\n",
       "      <td>13.030005</td>\n",
       "      <td>14.342360</td>\n",
       "      <td>18.448275</td>\n",
       "      <td>35.433499</td>\n",
       "      <td>7.738785</td>\n",
       "      <td>10.630981</td>\n",
       "      <td>16.547211</td>\n",
       "      <td>34.965559</td>\n",
       "      <td>7.738785</td>\n",
       "      <td>12.047913</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.167400</td>\n",
       "      <td>-6.137395</td>\n",
       "      <td>0.908497</td>\n",
       "      <td>0.706299</td>\n",
       "      <td>0.367731</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.908497</td>\n",
       "      <td>0.706299</td>\n",
       "      <td>0.367731</td>\n",
       "      <td>0.679800</td>\n",
       "      <td>0.679800</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.908497</td>\n",
       "      <td>0.706299</td>\n",
       "      <td>0.367731</td>\n",
       "      <td>1.683725</td>\n",
       "      <td>1.225662</td>\n",
       "      <td>0.787444</td>\n",
       "      <td>0.372652</td>\n",
       "      <td>1.683725</td>\n",
       "      <td>1.081515e+00</td>\n",
       "      <td>1.303000e+06</td>\n",
       "      <td>0.679800</td>\n",
       "      <td>-4.825040</td>\n",
       "      <td>0.777436</td>\n",
       "      <td>0.404768</td>\n",
       "      <td>1.100717</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.777436</td>\n",
       "      <td>0.404768</td>\n",
       "      <td>0.748268</td>\n",
       "      <td>0.748268</td>\n",
       "      <td>1.100717</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.777436</td>\n",
       "      <td>0.404768</td>\n",
       "      <td>1.853307</td>\n",
       "      <td>1.349108</td>\n",
       "      <td>0.866753</td>\n",
       "      <td>0.410185</td>\n",
       "      <td>1.853307</td>\n",
       "      <td>1.190443e+00</td>\n",
       "      <td>1.434236e+06</td>\n",
       "      <td>0.748268</td>\n",
       "      <td>-0.719125</td>\n",
       "      <td>0.520645</td>\n",
       "      <td>1.415829</td>\n",
       "      <td>1.286278</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.520645</td>\n",
       "      <td>0.962481</td>\n",
       "      <td>0.962481</td>\n",
       "      <td>1.415829</td>\n",
       "      <td>1.286278</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.520645</td>\n",
       "      <td>2.383869</td>\n",
       "      <td>1.735330</td>\n",
       "      <td>1.114887</td>\n",
       "      <td>0.527613</td>\n",
       "      <td>2.383869</td>\n",
       "      <td>1.531241e+00</td>\n",
       "      <td>1.844827e+06</td>\n",
       "      <td>0.962481</td>\n",
       "      <td>16.266099</td>\n",
       "      <td>2.719375</td>\n",
       "      <td>2.470547</td>\n",
       "      <td>1.920693</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.848633</td>\n",
       "      <td>1.848633</td>\n",
       "      <td>2.719375</td>\n",
       "      <td>2.470547</td>\n",
       "      <td>1.920693</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.578684</td>\n",
       "      <td>3.333038</td>\n",
       "      <td>2.141357</td>\n",
       "      <td>1.013383</td>\n",
       "      <td>4.578684</td>\n",
       "      <td>2.941046e+00</td>\n",
       "      <td>3.543350e+06</td>\n",
       "      <td>1.848633</td>\n",
       "      <td>-6.137395</td>\n",
       "      <td>0.908497</td>\n",
       "      <td>0.706299</td>\n",
       "      <td>0.367731</td>\n",
       "      <td>0.679800</td>\n",
       "      <td>0.679800</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.908497</td>\n",
       "      <td>0.706299</td>\n",
       "      <td>0.367731</td>\n",
       "      <td>1.683725</td>\n",
       "      <td>1.225662</td>\n",
       "      <td>0.787444</td>\n",
       "      <td>0.372652</td>\n",
       "      <td>1.683725</td>\n",
       "      <td>1.081515e+00</td>\n",
       "      <td>1.303000e+06</td>\n",
       "      <td>0.679800</td>\n",
       "      <td>-4.825040</td>\n",
       "      <td>0.777436</td>\n",
       "      <td>0.404768</td>\n",
       "      <td>0.748268</td>\n",
       "      <td>0.748268</td>\n",
       "      <td>1.100717</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.777436</td>\n",
       "      <td>0.404768</td>\n",
       "      <td>1.853307</td>\n",
       "      <td>1.349108</td>\n",
       "      <td>0.866753</td>\n",
       "      <td>0.410185</td>\n",
       "      <td>1.853307</td>\n",
       "      <td>1.190443e+00</td>\n",
       "      <td>1.434236e+06</td>\n",
       "      <td>0.748268</td>\n",
       "      <td>-0.719125</td>\n",
       "      <td>0.520645</td>\n",
       "      <td>0.962481</td>\n",
       "      <td>0.962481</td>\n",
       "      <td>1.415829</td>\n",
       "      <td>1.286278</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.520645</td>\n",
       "      <td>2.383869</td>\n",
       "      <td>1.735330</td>\n",
       "      <td>1.114887</td>\n",
       "      <td>0.527613</td>\n",
       "      <td>2.383869</td>\n",
       "      <td>1.531241e+00</td>\n",
       "      <td>1.844827e+06</td>\n",
       "      <td>0.962481</td>\n",
       "      <td>16.266099</td>\n",
       "      <td>1.848633</td>\n",
       "      <td>1.848633</td>\n",
       "      <td>2.719375</td>\n",
       "      <td>2.470547</td>\n",
       "      <td>1.920693</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.578684</td>\n",
       "      <td>3.333038</td>\n",
       "      <td>2.141357</td>\n",
       "      <td>1.013383</td>\n",
       "      <td>4.578684</td>\n",
       "      <td>2.941046e+00</td>\n",
       "      <td>3.543350e+06</td>\n",
       "      <td>1.848633</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.471019</td>\n",
       "      <td>1.336418</td>\n",
       "      <td>1.038980</td>\n",
       "      <td>0.540940</td>\n",
       "      <td>2.476794</td>\n",
       "      <td>1.802974</td>\n",
       "      <td>1.158346</td>\n",
       "      <td>0.548179</td>\n",
       "      <td>2.476794</td>\n",
       "      <td>1.590930e+00</td>\n",
       "      <td>1.916740e+06</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.471019</td>\n",
       "      <td>1.336418</td>\n",
       "      <td>1.038980</td>\n",
       "      <td>0.540940</td>\n",
       "      <td>2.476794</td>\n",
       "      <td>1.802974</td>\n",
       "      <td>1.158346</td>\n",
       "      <td>0.548179</td>\n",
       "      <td>2.476794</td>\n",
       "      <td>1.590930e+00</td>\n",
       "      <td>1.916740e+06</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>-6.137395</td>\n",
       "      <td>0.908497</td>\n",
       "      <td>0.706299</td>\n",
       "      <td>0.367731</td>\n",
       "      <td>1.683725</td>\n",
       "      <td>1.225662</td>\n",
       "      <td>0.787444</td>\n",
       "      <td>0.372652</td>\n",
       "      <td>1.683725</td>\n",
       "      <td>1.081515e+00</td>\n",
       "      <td>1.303000e+06</td>\n",
       "      <td>0.679800</td>\n",
       "      <td>-4.825040</td>\n",
       "      <td>0.777436</td>\n",
       "      <td>0.404768</td>\n",
       "      <td>1.853307</td>\n",
       "      <td>1.349108</td>\n",
       "      <td>0.866753</td>\n",
       "      <td>0.410185</td>\n",
       "      <td>1.853307</td>\n",
       "      <td>1.190443e+00</td>\n",
       "      <td>1.434236e+06</td>\n",
       "      <td>0.748268</td>\n",
       "      <td>-0.719125</td>\n",
       "      <td>0.520645</td>\n",
       "      <td>2.383869</td>\n",
       "      <td>1.735330</td>\n",
       "      <td>1.114887</td>\n",
       "      <td>0.527613</td>\n",
       "      <td>2.383869</td>\n",
       "      <td>1.531241e+00</td>\n",
       "      <td>1.844827e+06</td>\n",
       "      <td>0.962481</td>\n",
       "      <td>16.266099</td>\n",
       "      <td>4.578684</td>\n",
       "      <td>3.333038</td>\n",
       "      <td>2.141357</td>\n",
       "      <td>1.013383</td>\n",
       "      <td>4.578684</td>\n",
       "      <td>2.941046e+00</td>\n",
       "      <td>3.543350e+06</td>\n",
       "      <td>1.848633</td>\n",
       "      <td>-11.428615</td>\n",
       "      <td>0.727946</td>\n",
       "      <td>0.467679</td>\n",
       "      <td>0.221326</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>6.423335e-01</td>\n",
       "      <td>7.738785e+05</td>\n",
       "      <td>0.403747</td>\n",
       "      <td>-8.536419</td>\n",
       "      <td>0.642463</td>\n",
       "      <td>0.304041</td>\n",
       "      <td>1.373726</td>\n",
       "      <td>8.823912e-01</td>\n",
       "      <td>1.063098e+06</td>\n",
       "      <td>0.554638</td>\n",
       "      <td>-2.620189</td>\n",
       "      <td>0.473243</td>\n",
       "      <td>2.138215</td>\n",
       "      <td>1.373449e+00</td>\n",
       "      <td>1.654721e+06</td>\n",
       "      <td>0.863299</td>\n",
       "      <td>15.798159</td>\n",
       "      <td>4.518218</td>\n",
       "      <td>2.902206e+00</td>\n",
       "      <td>3.496556e+06</td>\n",
       "      <td>1.824219</td>\n",
       "      <td>-11.428615</td>\n",
       "      <td>6.423335e-01</td>\n",
       "      <td>7.738785e+05</td>\n",
       "      <td>0.403747</td>\n",
       "      <td>-7.119487</td>\n",
       "      <td>1.204791e+06</td>\n",
       "      <td>0.628562</td>\n",
       "      <td>-19.167400</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            CUST_NO  AST_DAY_FA_BAL  AST_MAVER_FA_BAL  \\\n",
       "0  235e4e193124d8c55095cf3f0f0d8f35       21.219778         21.228093   \n",
       "1  f1b5ca32a8f7ef5430f5775c00ff3f60        9.945461          9.944437   \n",
       "2  51be6f380b408edeb7779b76e016dcd3       10.868393         10.890631   \n",
       "3  ccd7e33ccbe7e9dd4246a2959f666c0a      105.302676        105.856261   \n",
       "4  069f48f51bf6be5bcbdc9af52bb20970       13.030005         14.342360   \n",
       "\n",
       "   AST_SAVER_FA_BAL  AST_YAVER_FA_BAL  AST_DAY_AUM_BAL  AST_MAVER_AUM_BAL  \\\n",
       "0         21.269798         21.461410        21.219778          21.228093   \n",
       "1          9.943413          9.940341         9.945461           9.944437   \n",
       "2         10.905123         51.087042        10.868393          10.890631   \n",
       "3        106.448762        108.924576        25.732119          31.116054   \n",
       "4         18.448275         35.433499        13.030005          14.342360   \n",
       "\n",
       "   AST_SAVER_AUM_BAL  AST_YAVER_AUM_BAL  AST_FA_BAL_MAX  AST_AUM_BAL_MAX  \\\n",
       "0          21.269798          21.461410       21.259275        21.259275   \n",
       "1           9.943413           9.940341        9.945461         9.945461   \n",
       "2          10.905123          51.087042       10.912779        10.912779   \n",
       "3          31.042268          29.568439      107.337549        40.352479   \n",
       "4          18.448275          35.433499       19.167400        19.167400   \n",
       "\n",
       "   AST_DP_BAL  AST_MAVER_DP_BAL  AST_SAVER_DP_BAL  AST_YAVER_DP_BAL  \\\n",
       "0   21.219778         21.228093         21.269798         21.461410   \n",
       "1    9.945461          9.944437          9.943413          9.940341   \n",
       "2   10.868393         10.890631         10.905123         51.087042   \n",
       "3   25.732119         31.116054         31.042268         29.568439   \n",
       "4   13.030005         14.342360         18.448275         35.433499   \n",
       "\n",
       "   AST_DPSA_BAL  AST_MAVER_DPSA_BAL  AST_SAVER_DPSA_BAL  AST_YAVER_DPSA_BAL  \\\n",
       "0     21.219778           21.228093           21.269798           21.461410   \n",
       "1      9.945461            9.944437            9.943413            9.940341   \n",
       "2     10.868393           10.890631           10.905123           10.866679   \n",
       "3     25.732119           31.116054           31.042268           29.568439   \n",
       "4      7.738785           10.630981           16.547211           34.965559   \n",
       "\n",
       "   AST_DCARD_SA_BAL  AST_TD_BAL  AST_PSRE_TAINO_BAL  AST_DP_BAL_MAX  \\\n",
       "0         21.219778    0.000000                 0.0       21.259275   \n",
       "1          9.945461    0.000000                 0.0        9.945461   \n",
       "2         10.868393    0.000000                 0.0       10.912779   \n",
       "3         20.207495    0.000000                 0.0       40.352479   \n",
       "4          7.738785   12.047913                 0.0       19.167400   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_DAY_FA_BAL_diff  AST_DAY_FA_BAL_AST_MAVER_FA_BAL_ratio  \\\n",
       "0                           -0.039497                               0.999608   \n",
       "1                            0.000000                               1.000102   \n",
       "2                           -0.044386                               0.997957   \n",
       "3                           64.950197                               0.994770   \n",
       "4                           -6.137395                               0.908497   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_SAVER_FA_BAL_ratio  \\\n",
       "0                               0.997648   \n",
       "1                               1.000205   \n",
       "2                               0.996631   \n",
       "3                               0.989233   \n",
       "4                               0.706299   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_YAVER_FA_BAL_ratio  \\\n",
       "0                               0.988741   \n",
       "1                               1.000514   \n",
       "2                               0.212743   \n",
       "3                               0.966748   \n",
       "4                               0.367731   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_DAY_AUM_BAL_ratio  \\\n",
       "0                              1.000000   \n",
       "1                              0.999999   \n",
       "2                              0.999999   \n",
       "3                              4.092264   \n",
       "4                              0.999999   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_MAVER_AUM_BAL_ratio  \\\n",
       "0                                0.999608   \n",
       "1                                1.000102   \n",
       "2                                0.997957   \n",
       "3                                3.384190   \n",
       "4                                0.908497   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_SAVER_AUM_BAL_ratio  \\\n",
       "0                                0.997648   \n",
       "1                                1.000205   \n",
       "2                                0.996631   \n",
       "3                                3.392234   \n",
       "4                                0.706299   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_YAVER_AUM_BAL_ratio  \\\n",
       "0                                0.988741   \n",
       "1                                1.000514   \n",
       "2                                0.212743   \n",
       "3                                3.561319   \n",
       "4                                0.367731   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_FA_BAL_MAX_ratio  AST_DAY_FA_BAL_AST_AUM_BAL_MAX_ratio  \\\n",
       "0                             0.998142                              0.998142   \n",
       "1                             0.999999                              0.999999   \n",
       "2                             0.995932                              0.995932   \n",
       "3                             0.981042                              2.609571   \n",
       "4                             0.679800                              0.679800   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_DP_BAL_ratio  AST_DAY_FA_BAL_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                         1.000000                               0.999608   \n",
       "1                         0.999999                               1.000102   \n",
       "2                         0.999999                               0.997957   \n",
       "3                         4.092264                               3.384190   \n",
       "4                         0.999999                               0.908497   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                               0.997648   \n",
       "1                               1.000205   \n",
       "2                               0.996631   \n",
       "3                               3.392234   \n",
       "4                               0.706299   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_YAVER_DP_BAL_ratio  AST_DAY_FA_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                               0.988741                           1.000000   \n",
       "1                               1.000514                           0.999999   \n",
       "2                               0.212743                           0.999999   \n",
       "3                               3.561319                           4.092264   \n",
       "4                               0.367731                           1.683725   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                 0.999608   \n",
       "1                                 1.000102   \n",
       "2                                 0.997957   \n",
       "3                                 3.384190   \n",
       "4                                 1.225662   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                 0.997648   \n",
       "1                                 1.000205   \n",
       "2                                 0.996631   \n",
       "3                                 3.392234   \n",
       "4                                 0.787444   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                 0.988741   \n",
       "1                                 1.000514   \n",
       "2                                 1.000157   \n",
       "3                                 3.561319   \n",
       "4                                 0.372652   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_DCARD_SA_BAL_ratio  AST_DAY_FA_BAL_AST_TD_BAL_ratio  \\\n",
       "0                               1.000000                     2.121978e+06   \n",
       "1                               0.999999                     9.945461e+05   \n",
       "2                               0.999999                     1.086839e+06   \n",
       "3                               5.211068                     1.053027e+07   \n",
       "4                               1.683725                     1.081515e+00   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                             2.121978e+06   \n",
       "1                             9.945461e+05   \n",
       "2                             1.086839e+06   \n",
       "3                             1.053027e+07   \n",
       "4                             1.303000e+06   \n",
       "\n",
       "   AST_DAY_FA_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                             0.998142   \n",
       "1                             0.999999   \n",
       "2                             0.995932   \n",
       "3                             2.609571   \n",
       "4                             0.679800   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_MAVER_FA_BAL_diff  \\\n",
       "0                               -0.031182   \n",
       "1                               -0.001024   \n",
       "2                               -0.022148   \n",
       "3                               65.503783   \n",
       "4                               -4.825040   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_SAVER_FA_BAL_ratio  \\\n",
       "0                                 0.998039   \n",
       "1                                 1.000102   \n",
       "2                                 0.998670   \n",
       "3                                 0.994434   \n",
       "4                                 0.777436   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_YAVER_FA_BAL_ratio  \\\n",
       "0                                 0.989128   \n",
       "1                                 1.000411   \n",
       "2                                 0.213178   \n",
       "3                                 0.971831   \n",
       "4                                 0.404768   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_DAY_AUM_BAL_ratio  \\\n",
       "0                                1.000391   \n",
       "1                                0.999896   \n",
       "2                                1.002045   \n",
       "3                                4.113778   \n",
       "4                                1.100717   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_MAVER_AUM_BAL_ratio  \\\n",
       "0                                  1.000000   \n",
       "1                                  0.999999   \n",
       "2                                  0.999999   \n",
       "3                                  3.401981   \n",
       "4                                  0.999999   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_SAVER_AUM_BAL_ratio  \\\n",
       "0                                  0.998039   \n",
       "1                                  1.000102   \n",
       "2                                  0.998670   \n",
       "3                                  3.410067   \n",
       "4                                  0.777436   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_YAVER_AUM_BAL_ratio  \\\n",
       "0                                  0.989128   \n",
       "1                                  1.000411   \n",
       "2                                  0.213178   \n",
       "3                                  3.580041   \n",
       "4                                  0.404768   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_FA_BAL_MAX_ratio  \\\n",
       "0                               0.998533   \n",
       "1                               0.999896   \n",
       "2                               0.997970   \n",
       "3                               0.986200   \n",
       "4                               0.748268   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_AUM_BAL_MAX_ratio  AST_MAVER_FA_BAL_AST_DP_BAL_ratio  \\\n",
       "0                                0.998533                           1.000391   \n",
       "1                                0.999896                           0.999896   \n",
       "2                                0.997970                           1.002045   \n",
       "3                                2.623290                           4.113778   \n",
       "4                                0.748268                           1.100717   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                                 1.000000   \n",
       "1                                 0.999999   \n",
       "2                                 0.999999   \n",
       "3                                 3.401981   \n",
       "4                                 0.999999   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                                 0.998039   \n",
       "1                                 1.000102   \n",
       "2                                 0.998670   \n",
       "3                                 3.410067   \n",
       "4                                 0.777436   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_YAVER_DP_BAL_ratio  \\\n",
       "0                                 0.989128   \n",
       "1                                 1.000411   \n",
       "2                                 0.213178   \n",
       "3                                 3.580041   \n",
       "4                                 0.404768   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                             1.000391   \n",
       "1                             0.999896   \n",
       "2                             1.002045   \n",
       "3                             4.113778   \n",
       "4                             1.853307   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.000000   \n",
       "1                                   0.999999   \n",
       "2                                   0.999999   \n",
       "3                                   3.401981   \n",
       "4                                   1.349108   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                   0.998039   \n",
       "1                                   1.000102   \n",
       "2                                   0.998670   \n",
       "3                                   3.410067   \n",
       "4                                   0.866753   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                   0.989128   \n",
       "1                                   1.000411   \n",
       "2                                   1.002203   \n",
       "3                                   3.580041   \n",
       "4                                   0.410185   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_DCARD_SA_BAL_ratio  AST_MAVER_FA_BAL_AST_TD_BAL_ratio  \\\n",
       "0                                 1.000391                       2.122809e+06   \n",
       "1                                 0.999896                       9.944437e+05   \n",
       "2                                 1.002045                       1.089063e+06   \n",
       "3                                 5.238463                       1.058563e+07   \n",
       "4                                 1.853307                       1.190443e+00   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                               2.122809e+06   \n",
       "1                               9.944437e+05   \n",
       "2                               1.089063e+06   \n",
       "3                               1.058563e+07   \n",
       "4                               1.434236e+06   \n",
       "\n",
       "   AST_MAVER_FA_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                               0.998533   \n",
       "1                               0.999896   \n",
       "2                               0.997970   \n",
       "3                               2.623290   \n",
       "4                               0.748268   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_SAVER_FA_BAL_diff  \\\n",
       "0                                0.010523   \n",
       "1                               -0.002047   \n",
       "2                               -0.007656   \n",
       "3                               66.096284   \n",
       "4                               -0.719125   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_YAVER_FA_BAL_ratio  \\\n",
       "0                                 0.991071   \n",
       "1                                 1.000308   \n",
       "2                                 0.213462   \n",
       "3                                 0.977270   \n",
       "4                                 0.520645   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_DAY_AUM_BAL_ratio  \\\n",
       "0                                1.002357   \n",
       "1                                0.999793   \n",
       "2                                1.003379   \n",
       "3                                4.136804   \n",
       "4                                1.415829   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_MAVER_AUM_BAL_ratio  \\\n",
       "0                                  1.001964   \n",
       "1                                  0.999896   \n",
       "2                                  1.001330   \n",
       "3                                  3.421023   \n",
       "4                                  1.286278   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_SAVER_AUM_BAL_ratio  \\\n",
       "0                                  1.000000   \n",
       "1                                  0.999999   \n",
       "2                                  0.999999   \n",
       "3                                  3.429154   \n",
       "4                                  0.999999   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_YAVER_AUM_BAL_ratio  \\\n",
       "0                                  0.991071   \n",
       "1                                  1.000308   \n",
       "2                                  0.213462   \n",
       "3                                  3.600079   \n",
       "4                                  0.520645   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_FA_BAL_MAX_ratio  \\\n",
       "0                               1.000495   \n",
       "1                               0.999793   \n",
       "2                               0.999297   \n",
       "3                               0.991720   \n",
       "4                               0.962481   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_AUM_BAL_MAX_ratio  AST_SAVER_FA_BAL_AST_DP_BAL_ratio  \\\n",
       "0                                1.000495                           1.002357   \n",
       "1                                0.999793                           0.999793   \n",
       "2                                0.999297                           1.003379   \n",
       "3                                2.637973                           4.136804   \n",
       "4                                0.962481                           1.415829   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                                 1.001964   \n",
       "1                                 0.999896   \n",
       "2                                 1.001330   \n",
       "3                                 3.421023   \n",
       "4                                 1.286278   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                                 1.000000   \n",
       "1                                 0.999999   \n",
       "2                                 0.999999   \n",
       "3                                 3.429154   \n",
       "4                                 0.999999   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_YAVER_DP_BAL_ratio  \\\n",
       "0                                 0.991071   \n",
       "1                                 1.000308   \n",
       "2                                 0.213462   \n",
       "3                                 3.600079   \n",
       "4                                 0.520645   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                             1.002357   \n",
       "1                             0.999793   \n",
       "2                             1.003379   \n",
       "3                             4.136804   \n",
       "4                             2.383869   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.001964   \n",
       "1                                   0.999896   \n",
       "2                                   1.001330   \n",
       "3                                   3.421023   \n",
       "4                                   1.735330   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.000000   \n",
       "1                                   0.999999   \n",
       "2                                   0.999999   \n",
       "3                                   3.429154   \n",
       "4                                   1.114887   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                   0.991071   \n",
       "1                                   1.000308   \n",
       "2                                   1.003537   \n",
       "3                                   3.600079   \n",
       "4                                   0.527613   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_DCARD_SA_BAL_ratio  AST_SAVER_FA_BAL_AST_TD_BAL_ratio  \\\n",
       "0                                 1.002357                       2.126980e+06   \n",
       "1                                 0.999793                       9.943413e+05   \n",
       "2                                 1.003379                       1.090512e+06   \n",
       "3                                 5.267784                       1.064488e+07   \n",
       "4                                 2.383869                       1.531241e+00   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                               2.126980e+06   \n",
       "1                               9.943413e+05   \n",
       "2                               1.090512e+06   \n",
       "3                               1.064488e+07   \n",
       "4                               1.844827e+06   \n",
       "\n",
       "   AST_SAVER_FA_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                               1.000495   \n",
       "1                               0.999793   \n",
       "2                               0.999297   \n",
       "3                               2.637973   \n",
       "4                               0.962481   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_YAVER_FA_BAL_diff  \\\n",
       "0                                0.202135   \n",
       "1                               -0.005120   \n",
       "2                               40.174263   \n",
       "3                               68.572098   \n",
       "4                               16.266099   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_DAY_AUM_BAL_ratio  \\\n",
       "0                                1.011387   \n",
       "1                                0.999484   \n",
       "2                                4.700510   \n",
       "3                                4.233018   \n",
       "4                                2.719375   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_MAVER_AUM_BAL_ratio  \\\n",
       "0                                  1.010990   \n",
       "1                                  0.999587   \n",
       "2                                  4.690912   \n",
       "3                                  3.500590   \n",
       "4                                  2.470547   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_SAVER_AUM_BAL_ratio  \\\n",
       "0                                  1.009008   \n",
       "1                                  0.999690   \n",
       "2                                  4.684679   \n",
       "3                                  3.508911   \n",
       "4                                  1.920693   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_YAVER_AUM_BAL_ratio  \\\n",
       "0                                  1.000000   \n",
       "1                                  0.999999   \n",
       "2                                  1.000000   \n",
       "3                                  3.683811   \n",
       "4                                  1.000000   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_FA_BAL_MAX_ratio  \\\n",
       "0                               1.009508   \n",
       "1                               0.999484   \n",
       "2                               4.681392   \n",
       "3                               1.014785   \n",
       "4                               1.848633   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_AUM_BAL_MAX_ratio  AST_YAVER_FA_BAL_AST_DP_BAL_ratio  \\\n",
       "0                                1.009508                           1.011387   \n",
       "1                                0.999484                           0.999484   \n",
       "2                                4.681392                           4.700510   \n",
       "3                                2.699327                           4.233018   \n",
       "4                                1.848633                           2.719375   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                                 1.010990   \n",
       "1                                 0.999587   \n",
       "2                                 4.690912   \n",
       "3                                 3.500590   \n",
       "4                                 2.470547   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                                 1.009008   \n",
       "1                                 0.999690   \n",
       "2                                 4.684679   \n",
       "3                                 3.508911   \n",
       "4                                 1.920693   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_YAVER_DP_BAL_ratio  \\\n",
       "0                                 1.000000   \n",
       "1                                 0.999999   \n",
       "2                                 1.000000   \n",
       "3                                 3.683811   \n",
       "4                                 1.000000   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                             1.011387   \n",
       "1                             0.999484   \n",
       "2                             4.700510   \n",
       "3                             4.233018   \n",
       "4                             4.578684   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.010990   \n",
       "1                                   0.999587   \n",
       "2                                   4.690912   \n",
       "3                                   3.500590   \n",
       "4                                   3.333038   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.009008   \n",
       "1                                   0.999690   \n",
       "2                                   4.684679   \n",
       "3                                   3.508911   \n",
       "4                                   2.141357   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.000000   \n",
       "1                                   0.999999   \n",
       "2                                   4.701252   \n",
       "3                                   3.683811   \n",
       "4                                   1.013383   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_DCARD_SA_BAL_ratio  AST_YAVER_FA_BAL_AST_TD_BAL_ratio  \\\n",
       "0                                 1.011387                       2.146141e+06   \n",
       "1                                 0.999484                       9.940341e+05   \n",
       "2                                 4.700510                       5.108704e+06   \n",
       "3                                 5.390303                       1.089246e+07   \n",
       "4                                 4.578684                       2.941046e+00   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                               2.146141e+06   \n",
       "1                               9.940341e+05   \n",
       "2                               5.108704e+06   \n",
       "3                               1.089246e+07   \n",
       "4                               3.543350e+06   \n",
       "\n",
       "   AST_YAVER_FA_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                               1.009508   \n",
       "1                               0.999484   \n",
       "2                               4.681392   \n",
       "3                               2.699327   \n",
       "4                               1.848633   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_DAY_AUM_BAL_diff  \\\n",
       "0                             -0.039497   \n",
       "1                              0.000000   \n",
       "2                             -0.044386   \n",
       "3                            -14.620360   \n",
       "4                             -6.137395   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_MAVER_AUM_BAL_ratio  \\\n",
       "0                                 0.999608   \n",
       "1                                 1.000102   \n",
       "2                                 0.997957   \n",
       "3                                 0.826972   \n",
       "4                                 0.908497   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_SAVER_AUM_BAL_ratio  \\\n",
       "0                                 0.997648   \n",
       "1                                 1.000205   \n",
       "2                                 0.996631   \n",
       "3                                 0.828938   \n",
       "4                                 0.706299   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_YAVER_AUM_BAL_ratio  \\\n",
       "0                                 0.988741   \n",
       "1                                 1.000514   \n",
       "2                                 0.212743   \n",
       "3                                 0.870256   \n",
       "4                                 0.367731   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_FA_BAL_MAX_ratio  \\\n",
       "0                              0.998142   \n",
       "1                              0.999999   \n",
       "2                              0.995932   \n",
       "3                              0.239731   \n",
       "4                              0.679800   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_AUM_BAL_MAX_ratio  AST_DAY_AUM_BAL_AST_DP_BAL_ratio  \\\n",
       "0                               0.998142                          1.000000   \n",
       "1                               0.999999                          0.999999   \n",
       "2                               0.995932                          0.999999   \n",
       "3                               0.637684                          1.000000   \n",
       "4                               0.679800                          0.999999   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                                0.999608   \n",
       "1                                1.000102   \n",
       "2                                0.997957   \n",
       "3                                0.826972   \n",
       "4                                0.908497   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                                0.997648   \n",
       "1                                1.000205   \n",
       "2                                0.996631   \n",
       "3                                0.828938   \n",
       "4                                0.706299   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_YAVER_DP_BAL_ratio  AST_DAY_AUM_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                                0.988741                            1.000000   \n",
       "1                                1.000514                            0.999999   \n",
       "2                                0.212743                            0.999999   \n",
       "3                                0.870256                            1.000000   \n",
       "4                                0.367731                            1.683725   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                  0.999608   \n",
       "1                                  1.000102   \n",
       "2                                  0.997957   \n",
       "3                                  0.826972   \n",
       "4                                  1.225662   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                  0.997648   \n",
       "1                                  1.000205   \n",
       "2                                  0.996631   \n",
       "3                                  0.828938   \n",
       "4                                  0.787444   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                  0.988741   \n",
       "1                                  1.000514   \n",
       "2                                  1.000157   \n",
       "3                                  0.870256   \n",
       "4                                  0.372652   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_DCARD_SA_BAL_ratio  AST_DAY_AUM_BAL_AST_TD_BAL_ratio  \\\n",
       "0                                1.000000                      2.121978e+06   \n",
       "1                                0.999999                      9.945461e+05   \n",
       "2                                0.999999                      1.086839e+06   \n",
       "3                                1.273394                      2.573212e+06   \n",
       "4                                1.683725                      1.081515e+00   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                              2.121978e+06   \n",
       "1                              9.945461e+05   \n",
       "2                              1.086839e+06   \n",
       "3                              2.573212e+06   \n",
       "4                              1.303000e+06   \n",
       "\n",
       "   AST_DAY_AUM_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                              0.998142   \n",
       "1                              0.999999   \n",
       "2                              0.995932   \n",
       "3                              0.637684   \n",
       "4                              0.679800   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_MAVER_AUM_BAL_diff  \\\n",
       "0                                 -0.031182   \n",
       "1                                 -0.001024   \n",
       "2                                 -0.022148   \n",
       "3                                 -9.236424   \n",
       "4                                 -4.825040   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_SAVER_AUM_BAL_ratio  \\\n",
       "0                                   0.998039   \n",
       "1                                   1.000102   \n",
       "2                                   0.998670   \n",
       "3                                   1.002377   \n",
       "4                                   0.777436   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_YAVER_AUM_BAL_ratio  \\\n",
       "0                                   0.989128   \n",
       "1                                   1.000411   \n",
       "2                                   0.213178   \n",
       "3                                   1.052340   \n",
       "4                                   0.404768   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_FA_BAL_MAX_ratio  \\\n",
       "0                                0.998533   \n",
       "1                                0.999896   \n",
       "2                                0.997970   \n",
       "3                                0.289890   \n",
       "4                                0.748268   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_AUM_BAL_MAX_ratio  \\\n",
       "0                                 0.998533   \n",
       "1                                 0.999896   \n",
       "2                                 0.997970   \n",
       "3                                 0.771106   \n",
       "4                                 0.748268   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_DP_BAL_ratio  \\\n",
       "0                            1.000391   \n",
       "1                            0.999896   \n",
       "2                            1.002045   \n",
       "3                            1.209230   \n",
       "4                            1.100717   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                                  1.000000   \n",
       "1                                  0.999999   \n",
       "2                                  0.999999   \n",
       "3                                  1.000000   \n",
       "4                                  0.999999   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                                  0.998039   \n",
       "1                                  1.000102   \n",
       "2                                  0.998670   \n",
       "3                                  1.002377   \n",
       "4                                  0.777436   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_YAVER_DP_BAL_ratio  \\\n",
       "0                                  0.989128   \n",
       "1                                  1.000411   \n",
       "2                                  0.213178   \n",
       "3                                  1.052340   \n",
       "4                                  0.404768   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                              1.000391   \n",
       "1                              0.999896   \n",
       "2                              1.002045   \n",
       "3                              1.209230   \n",
       "4                              1.853307   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                    1.000000   \n",
       "1                                    0.999999   \n",
       "2                                    0.999999   \n",
       "3                                    1.000000   \n",
       "4                                    1.349108   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                    0.998039   \n",
       "1                                    1.000102   \n",
       "2                                    0.998670   \n",
       "3                                    1.002377   \n",
       "4                                    0.866753   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                    0.989128   \n",
       "1                                    1.000411   \n",
       "2                                    1.002203   \n",
       "3                                    1.052340   \n",
       "4                                    0.410185   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_DCARD_SA_BAL_ratio  \\\n",
       "0                                  1.000391   \n",
       "1                                  0.999896   \n",
       "2                                  1.002045   \n",
       "3                                  1.539827   \n",
       "4                                  1.853307   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_TD_BAL_ratio  \\\n",
       "0                        2.122809e+06   \n",
       "1                        9.944437e+05   \n",
       "2                        1.089063e+06   \n",
       "3                        3.111605e+06   \n",
       "4                        1.190443e+00   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                                2.122809e+06   \n",
       "1                                9.944437e+05   \n",
       "2                                1.089063e+06   \n",
       "3                                3.111605e+06   \n",
       "4                                1.434236e+06   \n",
       "\n",
       "   AST_MAVER_AUM_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                                0.998533   \n",
       "1                                0.999896   \n",
       "2                                0.997970   \n",
       "3                                0.771106   \n",
       "4                                0.748268   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_SAVER_AUM_BAL_diff  \\\n",
       "0                                  0.010523   \n",
       "1                                 -0.002047   \n",
       "2                                 -0.007656   \n",
       "3                                 -9.310211   \n",
       "4                                 -0.719125   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_YAVER_AUM_BAL_ratio  \\\n",
       "0                                   0.991071   \n",
       "1                                   1.000308   \n",
       "2                                   0.213462   \n",
       "3                                   1.049844   \n",
       "4                                   0.520645   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_FA_BAL_MAX_ratio  \\\n",
       "0                                1.000495   \n",
       "1                                0.999793   \n",
       "2                                0.999297   \n",
       "3                                0.289202   \n",
       "4                                0.962481   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_AUM_BAL_MAX_ratio  \\\n",
       "0                                 1.000495   \n",
       "1                                 0.999793   \n",
       "2                                 0.999297   \n",
       "3                                 0.769278   \n",
       "4                                 0.962481   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_DP_BAL_ratio  \\\n",
       "0                            1.002357   \n",
       "1                            0.999793   \n",
       "2                            1.003379   \n",
       "3                            1.206362   \n",
       "4                            1.415829   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                                  1.001964   \n",
       "1                                  0.999896   \n",
       "2                                  1.001330   \n",
       "3                                  0.997628   \n",
       "4                                  1.286278   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                                  1.000000   \n",
       "1                                  0.999999   \n",
       "2                                  0.999999   \n",
       "3                                  1.000000   \n",
       "4                                  0.999999   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_YAVER_DP_BAL_ratio  \\\n",
       "0                                  0.991071   \n",
       "1                                  1.000308   \n",
       "2                                  0.213462   \n",
       "3                                  1.049844   \n",
       "4                                  0.520645   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                              1.002357   \n",
       "1                              0.999793   \n",
       "2                              1.003379   \n",
       "3                              1.206362   \n",
       "4                              2.383869   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                    1.001964   \n",
       "1                                    0.999896   \n",
       "2                                    1.001330   \n",
       "3                                    0.997628   \n",
       "4                                    1.735330   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                    1.000000   \n",
       "1                                    0.999999   \n",
       "2                                    0.999999   \n",
       "3                                    1.000000   \n",
       "4                                    1.114887   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                    0.991071   \n",
       "1                                    1.000308   \n",
       "2                                    1.003537   \n",
       "3                                    1.049844   \n",
       "4                                    0.527613   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_DCARD_SA_BAL_ratio  \\\n",
       "0                                  1.002357   \n",
       "1                                  0.999793   \n",
       "2                                  1.003379   \n",
       "3                                  1.536175   \n",
       "4                                  2.383869   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_TD_BAL_ratio  \\\n",
       "0                        2.126980e+06   \n",
       "1                        9.943413e+05   \n",
       "2                        1.090512e+06   \n",
       "3                        3.104227e+06   \n",
       "4                        1.531241e+00   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                                2.126980e+06   \n",
       "1                                9.943413e+05   \n",
       "2                                1.090512e+06   \n",
       "3                                3.104227e+06   \n",
       "4                                1.844827e+06   \n",
       "\n",
       "   AST_SAVER_AUM_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                                1.000495   \n",
       "1                                0.999793   \n",
       "2                                0.999297   \n",
       "3                                0.769278   \n",
       "4                                0.962481   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_YAVER_AUM_BAL_diff  \\\n",
       "0                                  0.202135   \n",
       "1                                 -0.005120   \n",
       "2                                 40.174263   \n",
       "3                                -10.784040   \n",
       "4                                 16.266099   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_FA_BAL_MAX_ratio  \\\n",
       "0                                1.009508   \n",
       "1                                0.999484   \n",
       "2                                4.681392   \n",
       "3                                0.275472   \n",
       "4                                1.848633   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_AUM_BAL_MAX_ratio  \\\n",
       "0                                 1.009508   \n",
       "1                                 0.999484   \n",
       "2                                 4.681392   \n",
       "3                                 0.732754   \n",
       "4                                 1.848633   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_DP_BAL_ratio  \\\n",
       "0                            1.011387   \n",
       "1                            0.999484   \n",
       "2                            4.700510   \n",
       "3                            1.149086   \n",
       "4                            2.719375   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                                  1.010990   \n",
       "1                                  0.999587   \n",
       "2                                  4.690912   \n",
       "3                                  0.950263   \n",
       "4                                  2.470547   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                                  1.009008   \n",
       "1                                  0.999690   \n",
       "2                                  4.684679   \n",
       "3                                  0.952522   \n",
       "4                                  1.920693   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_YAVER_DP_BAL_ratio  \\\n",
       "0                                  1.000000   \n",
       "1                                  0.999999   \n",
       "2                                  1.000000   \n",
       "3                                  1.000000   \n",
       "4                                  1.000000   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                              1.011387   \n",
       "1                              0.999484   \n",
       "2                              4.700510   \n",
       "3                              1.149086   \n",
       "4                              4.578684   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                    1.010990   \n",
       "1                                    0.999587   \n",
       "2                                    4.690912   \n",
       "3                                    0.950263   \n",
       "4                                    3.333038   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                    1.009008   \n",
       "1                                    0.999690   \n",
       "2                                    4.684679   \n",
       "3                                    0.952522   \n",
       "4                                    2.141357   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                    1.000000   \n",
       "1                                    0.999999   \n",
       "2                                    4.701252   \n",
       "3                                    1.000000   \n",
       "4                                    1.013383   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_DCARD_SA_BAL_ratio  \\\n",
       "0                                  1.011387   \n",
       "1                                  0.999484   \n",
       "2                                  4.700510   \n",
       "3                                  1.463240   \n",
       "4                                  4.578684   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_TD_BAL_ratio  \\\n",
       "0                        2.146141e+06   \n",
       "1                        9.940341e+05   \n",
       "2                        5.108704e+06   \n",
       "3                        2.956844e+06   \n",
       "4                        2.941046e+00   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                                2.146141e+06   \n",
       "1                                9.940341e+05   \n",
       "2                                5.108704e+06   \n",
       "3                                2.956844e+06   \n",
       "4                                3.543350e+06   \n",
       "\n",
       "   AST_YAVER_AUM_BAL_AST_DP_BAL_MAX_ratio  AST_FA_BAL_MAX_AST_FA_BAL_MAX_diff  \\\n",
       "0                                1.009508                             0.00000   \n",
       "1                                0.999484                             0.00000   \n",
       "2                                4.681392                             0.00000   \n",
       "3                                0.732754                            66.98507   \n",
       "4                                1.848633                             0.00000   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_AUM_BAL_MAX_ratio  AST_FA_BAL_MAX_AST_DP_BAL_ratio  \\\n",
       "0                              1.000000                         1.001861   \n",
       "1                              0.999999                         0.999999   \n",
       "2                              0.999999                         1.004083   \n",
       "3                              2.659998                         4.171344   \n",
       "4                              0.999999                         1.471019   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                               1.001468   \n",
       "1                               1.000102   \n",
       "2                               1.002033   \n",
       "3                               3.449586   \n",
       "4                               1.336418   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                               0.999505   \n",
       "1                               1.000205   \n",
       "2                               1.000701   \n",
       "3                               3.457786   \n",
       "4                               1.038980   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_YAVER_DP_BAL_ratio  AST_FA_BAL_MAX_AST_DPSA_BAL_ratio  \\\n",
       "0                               0.990581                           1.001861   \n",
       "1                               1.000514                           0.999999   \n",
       "2                               0.213611                           1.004083   \n",
       "3                               3.630138                           4.171344   \n",
       "4                               0.540940                           2.476794   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                 1.001468   \n",
       "1                                 1.000102   \n",
       "2                                 1.002033   \n",
       "3                                 3.449586   \n",
       "4                                 1.802974   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                 0.999505   \n",
       "1                                 1.000205   \n",
       "2                                 1.000701   \n",
       "3                                 3.457786   \n",
       "4                                 1.158346   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                 0.990581   \n",
       "1                                 1.000514   \n",
       "2                                 1.004241   \n",
       "3                                 3.630138   \n",
       "4                                 0.548179   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_DCARD_SA_BAL_ratio  AST_FA_BAL_MAX_AST_TD_BAL_ratio  \\\n",
       "0                               1.001861                     2.125927e+06   \n",
       "1                               0.999999                     9.945461e+05   \n",
       "2                               1.004083                     1.091278e+06   \n",
       "3                               5.311767                     1.073375e+07   \n",
       "4                               2.476794                     1.590930e+00   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                             2.125927e+06   \n",
       "1                             9.945461e+05   \n",
       "2                             1.091278e+06   \n",
       "3                             1.073375e+07   \n",
       "4                             1.916740e+06   \n",
       "\n",
       "   AST_FA_BAL_MAX_AST_DP_BAL_MAX_ratio  AST_AUM_BAL_MAX_AST_AUM_BAL_MAX_diff  \\\n",
       "0                             1.000000                                   0.0   \n",
       "1                             0.999999                                   0.0   \n",
       "2                             0.999999                                   0.0   \n",
       "3                             2.659998                                   0.0   \n",
       "4                             0.999999                                   0.0   \n",
       "\n",
       "   AST_AUM_BAL_MAX_AST_DP_BAL_ratio  AST_AUM_BAL_MAX_AST_MAVER_DP_BAL_ratio  \\\n",
       "0                          1.001861                                1.001468   \n",
       "1                          0.999999                                1.000102   \n",
       "2                          1.004083                                1.002033   \n",
       "3                          1.568175                                1.296837   \n",
       "4                          1.471019                                1.336418   \n",
       "\n",
       "   AST_AUM_BAL_MAX_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                                0.999505   \n",
       "1                                1.000205   \n",
       "2                                1.000701   \n",
       "3                                1.299920   \n",
       "4                                1.038980   \n",
       "\n",
       "   AST_AUM_BAL_MAX_AST_YAVER_DP_BAL_ratio  AST_AUM_BAL_MAX_AST_DPSA_BAL_ratio  \\\n",
       "0                                0.990581                            1.001861   \n",
       "1                                1.000514                            0.999999   \n",
       "2                                0.213611                            1.004083   \n",
       "3                                1.364714                            1.568175   \n",
       "4                                0.540940                            2.476794   \n",
       "\n",
       "   AST_AUM_BAL_MAX_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                  1.001468   \n",
       "1                                  1.000102   \n",
       "2                                  1.002033   \n",
       "3                                  1.296837   \n",
       "4                                  1.802974   \n",
       "\n",
       "   AST_AUM_BAL_MAX_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                  0.999505   \n",
       "1                                  1.000205   \n",
       "2                                  1.000701   \n",
       "3                                  1.299920   \n",
       "4                                  1.158346   \n",
       "\n",
       "   AST_AUM_BAL_MAX_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                  0.990581   \n",
       "1                                  1.000514   \n",
       "2                                  1.004241   \n",
       "3                                  1.364714   \n",
       "4                                  0.548179   \n",
       "\n",
       "   AST_AUM_BAL_MAX_AST_DCARD_SA_BAL_ratio  AST_AUM_BAL_MAX_AST_TD_BAL_ratio  \\\n",
       "0                                1.001861                      2.125927e+06   \n",
       "1                                0.999999                      9.945461e+05   \n",
       "2                                1.004083                      1.091278e+06   \n",
       "3                                1.996906                      4.035248e+06   \n",
       "4                                2.476794                      1.590930e+00   \n",
       "\n",
       "   AST_AUM_BAL_MAX_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                              2.125927e+06   \n",
       "1                              9.945461e+05   \n",
       "2                              1.091278e+06   \n",
       "3                              4.035248e+06   \n",
       "4                              1.916740e+06   \n",
       "\n",
       "   AST_AUM_BAL_MAX_AST_DP_BAL_MAX_ratio  AST_DP_BAL_AST_DP_BAL_diff  \\\n",
       "0                              1.000000                   -0.039497   \n",
       "1                              0.999999                    0.000000   \n",
       "2                              0.999999                   -0.044386   \n",
       "3                              1.000000                  -14.620360   \n",
       "4                              0.999999                   -6.137395   \n",
       "\n",
       "   AST_DP_BAL_AST_MAVER_DP_BAL_ratio  AST_DP_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                           0.999608                           0.997648   \n",
       "1                           1.000102                           1.000205   \n",
       "2                           0.997957                           0.996631   \n",
       "3                           0.826972                           0.828938   \n",
       "4                           0.908497                           0.706299   \n",
       "\n",
       "   AST_DP_BAL_AST_YAVER_DP_BAL_ratio  AST_DP_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                           0.988741                       1.000000   \n",
       "1                           1.000514                       0.999999   \n",
       "2                           0.212743                       0.999999   \n",
       "3                           0.870256                       1.000000   \n",
       "4                           0.367731                       1.683725   \n",
       "\n",
       "   AST_DP_BAL_AST_MAVER_DPSA_BAL_ratio  AST_DP_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                             0.999608                             0.997648   \n",
       "1                             1.000102                             1.000205   \n",
       "2                             0.997957                             0.996631   \n",
       "3                             0.826972                             0.828938   \n",
       "4                             1.225662                             0.787444   \n",
       "\n",
       "   AST_DP_BAL_AST_YAVER_DPSA_BAL_ratio  AST_DP_BAL_AST_DCARD_SA_BAL_ratio  \\\n",
       "0                             0.988741                           1.000000   \n",
       "1                             1.000514                           0.999999   \n",
       "2                             1.000157                           0.999999   \n",
       "3                             0.870256                           1.273394   \n",
       "4                             0.372652                           1.683725   \n",
       "\n",
       "   AST_DP_BAL_AST_TD_BAL_ratio  AST_DP_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                 2.121978e+06                         2.121978e+06   \n",
       "1                 9.945461e+05                         9.945461e+05   \n",
       "2                 1.086839e+06                         1.086839e+06   \n",
       "3                 2.573212e+06                         2.573212e+06   \n",
       "4                 1.081515e+00                         1.303000e+06   \n",
       "\n",
       "   AST_DP_BAL_AST_DP_BAL_MAX_ratio  AST_MAVER_DP_BAL_AST_MAVER_DP_BAL_diff  \\\n",
       "0                         0.998142                               -0.031182   \n",
       "1                         0.999999                               -0.001024   \n",
       "2                         0.995932                               -0.022148   \n",
       "3                         0.637684                               -9.236424   \n",
       "4                         0.679800                               -4.825040   \n",
       "\n",
       "   AST_MAVER_DP_BAL_AST_SAVER_DP_BAL_ratio  \\\n",
       "0                                 0.998039   \n",
       "1                                 1.000102   \n",
       "2                                 0.998670   \n",
       "3                                 1.002377   \n",
       "4                                 0.777436   \n",
       "\n",
       "   AST_MAVER_DP_BAL_AST_YAVER_DP_BAL_ratio  \\\n",
       "0                                 0.989128   \n",
       "1                                 1.000411   \n",
       "2                                 0.213178   \n",
       "3                                 1.052340   \n",
       "4                                 0.404768   \n",
       "\n",
       "   AST_MAVER_DP_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                             1.000391   \n",
       "1                             0.999896   \n",
       "2                             1.002045   \n",
       "3                             1.209230   \n",
       "4                             1.853307   \n",
       "\n",
       "   AST_MAVER_DP_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.000000   \n",
       "1                                   0.999999   \n",
       "2                                   0.999999   \n",
       "3                                   1.000000   \n",
       "4                                   1.349108   \n",
       "\n",
       "   AST_MAVER_DP_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                   0.998039   \n",
       "1                                   1.000102   \n",
       "2                                   0.998670   \n",
       "3                                   1.002377   \n",
       "4                                   0.866753   \n",
       "\n",
       "   AST_MAVER_DP_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                   0.989128   \n",
       "1                                   1.000411   \n",
       "2                                   1.002203   \n",
       "3                                   1.052340   \n",
       "4                                   0.410185   \n",
       "\n",
       "   AST_MAVER_DP_BAL_AST_DCARD_SA_BAL_ratio  AST_MAVER_DP_BAL_AST_TD_BAL_ratio  \\\n",
       "0                                 1.000391                       2.122809e+06   \n",
       "1                                 0.999896                       9.944437e+05   \n",
       "2                                 1.002045                       1.089063e+06   \n",
       "3                                 1.539827                       3.111605e+06   \n",
       "4                                 1.853307                       1.190443e+00   \n",
       "\n",
       "   AST_MAVER_DP_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                               2.122809e+06   \n",
       "1                               9.944437e+05   \n",
       "2                               1.089063e+06   \n",
       "3                               3.111605e+06   \n",
       "4                               1.434236e+06   \n",
       "\n",
       "   AST_MAVER_DP_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                               0.998533   \n",
       "1                               0.999896   \n",
       "2                               0.997970   \n",
       "3                               0.771106   \n",
       "4                               0.748268   \n",
       "\n",
       "   AST_SAVER_DP_BAL_AST_SAVER_DP_BAL_diff  \\\n",
       "0                                0.010523   \n",
       "1                               -0.002047   \n",
       "2                               -0.007656   \n",
       "3                               -9.310211   \n",
       "4                               -0.719125   \n",
       "\n",
       "   AST_SAVER_DP_BAL_AST_YAVER_DP_BAL_ratio  \\\n",
       "0                                 0.991071   \n",
       "1                                 1.000308   \n",
       "2                                 0.213462   \n",
       "3                                 1.049844   \n",
       "4                                 0.520645   \n",
       "\n",
       "   AST_SAVER_DP_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                             1.002357   \n",
       "1                             0.999793   \n",
       "2                             1.003379   \n",
       "3                             1.206362   \n",
       "4                             2.383869   \n",
       "\n",
       "   AST_SAVER_DP_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.001964   \n",
       "1                                   0.999896   \n",
       "2                                   1.001330   \n",
       "3                                   0.997628   \n",
       "4                                   1.735330   \n",
       "\n",
       "   AST_SAVER_DP_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.000000   \n",
       "1                                   0.999999   \n",
       "2                                   0.999999   \n",
       "3                                   1.000000   \n",
       "4                                   1.114887   \n",
       "\n",
       "   AST_SAVER_DP_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                   0.991071   \n",
       "1                                   1.000308   \n",
       "2                                   1.003537   \n",
       "3                                   1.049844   \n",
       "4                                   0.527613   \n",
       "\n",
       "   AST_SAVER_DP_BAL_AST_DCARD_SA_BAL_ratio  AST_SAVER_DP_BAL_AST_TD_BAL_ratio  \\\n",
       "0                                 1.002357                       2.126980e+06   \n",
       "1                                 0.999793                       9.943413e+05   \n",
       "2                                 1.003379                       1.090512e+06   \n",
       "3                                 1.536175                       3.104227e+06   \n",
       "4                                 2.383869                       1.531241e+00   \n",
       "\n",
       "   AST_SAVER_DP_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                               2.126980e+06   \n",
       "1                               9.943413e+05   \n",
       "2                               1.090512e+06   \n",
       "3                               3.104227e+06   \n",
       "4                               1.844827e+06   \n",
       "\n",
       "   AST_SAVER_DP_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                               1.000495   \n",
       "1                               0.999793   \n",
       "2                               0.999297   \n",
       "3                               0.769278   \n",
       "4                               0.962481   \n",
       "\n",
       "   AST_YAVER_DP_BAL_AST_YAVER_DP_BAL_diff  \\\n",
       "0                                0.202135   \n",
       "1                               -0.005120   \n",
       "2                               40.174263   \n",
       "3                              -10.784040   \n",
       "4                               16.266099   \n",
       "\n",
       "   AST_YAVER_DP_BAL_AST_DPSA_BAL_ratio  \\\n",
       "0                             1.011387   \n",
       "1                             0.999484   \n",
       "2                             4.700510   \n",
       "3                             1.149086   \n",
       "4                             4.578684   \n",
       "\n",
       "   AST_YAVER_DP_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.010990   \n",
       "1                                   0.999587   \n",
       "2                                   4.690912   \n",
       "3                                   0.950263   \n",
       "4                                   3.333038   \n",
       "\n",
       "   AST_YAVER_DP_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.009008   \n",
       "1                                   0.999690   \n",
       "2                                   4.684679   \n",
       "3                                   0.952522   \n",
       "4                                   2.141357   \n",
       "\n",
       "   AST_YAVER_DP_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                   1.000000   \n",
       "1                                   0.999999   \n",
       "2                                   4.701252   \n",
       "3                                   1.000000   \n",
       "4                                   1.013383   \n",
       "\n",
       "   AST_YAVER_DP_BAL_AST_DCARD_SA_BAL_ratio  AST_YAVER_DP_BAL_AST_TD_BAL_ratio  \\\n",
       "0                                 1.011387                       2.146141e+06   \n",
       "1                                 0.999484                       9.940341e+05   \n",
       "2                                 4.700510                       5.108704e+06   \n",
       "3                                 1.463240                       2.956844e+06   \n",
       "4                                 4.578684                       2.941046e+00   \n",
       "\n",
       "   AST_YAVER_DP_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                               2.146141e+06   \n",
       "1                               9.940341e+05   \n",
       "2                               5.108704e+06   \n",
       "3                               2.956844e+06   \n",
       "4                               3.543350e+06   \n",
       "\n",
       "   AST_YAVER_DP_BAL_AST_DP_BAL_MAX_ratio  AST_DPSA_BAL_AST_DPSA_BAL_diff  \\\n",
       "0                               1.009508                       -0.039497   \n",
       "1                               0.999484                        0.000000   \n",
       "2                               4.681392                       -0.044386   \n",
       "3                               0.732754                      -14.620360   \n",
       "4                               1.848633                      -11.428615   \n",
       "\n",
       "   AST_DPSA_BAL_AST_MAVER_DPSA_BAL_ratio  \\\n",
       "0                               0.999608   \n",
       "1                               1.000102   \n",
       "2                               0.997957   \n",
       "3                               0.826972   \n",
       "4                               0.727946   \n",
       "\n",
       "   AST_DPSA_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                               0.997648   \n",
       "1                               1.000205   \n",
       "2                               0.996631   \n",
       "3                               0.828938   \n",
       "4                               0.467679   \n",
       "\n",
       "   AST_DPSA_BAL_AST_YAVER_DPSA_BAL_ratio  AST_DPSA_BAL_AST_DCARD_SA_BAL_ratio  \\\n",
       "0                               0.988741                             1.000000   \n",
       "1                               1.000514                             0.999999   \n",
       "2                               1.000157                             0.999999   \n",
       "3                               0.870256                             1.273394   \n",
       "4                               0.221326                             0.999999   \n",
       "\n",
       "   AST_DPSA_BAL_AST_TD_BAL_ratio  AST_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                   2.121978e+06                           2.121978e+06   \n",
       "1                   9.945461e+05                           9.945461e+05   \n",
       "2                   1.086839e+06                           1.086839e+06   \n",
       "3                   2.573212e+06                           2.573212e+06   \n",
       "4                   6.423335e-01                           7.738785e+05   \n",
       "\n",
       "   AST_DPSA_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                           0.998142   \n",
       "1                           0.999999   \n",
       "2                           0.995932   \n",
       "3                           0.637684   \n",
       "4                           0.403747   \n",
       "\n",
       "   AST_MAVER_DPSA_BAL_AST_MAVER_DPSA_BAL_diff  \\\n",
       "0                                   -0.031182   \n",
       "1                                   -0.001024   \n",
       "2                                   -0.022148   \n",
       "3                                   -9.236424   \n",
       "4                                   -8.536419   \n",
       "\n",
       "   AST_MAVER_DPSA_BAL_AST_SAVER_DPSA_BAL_ratio  \\\n",
       "0                                     0.998039   \n",
       "1                                     1.000102   \n",
       "2                                     0.998670   \n",
       "3                                     1.002377   \n",
       "4                                     0.642463   \n",
       "\n",
       "   AST_MAVER_DPSA_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                     0.989128   \n",
       "1                                     1.000411   \n",
       "2                                     1.002203   \n",
       "3                                     1.052340   \n",
       "4                                     0.304041   \n",
       "\n",
       "   AST_MAVER_DPSA_BAL_AST_DCARD_SA_BAL_ratio  \\\n",
       "0                                   1.000391   \n",
       "1                                   0.999896   \n",
       "2                                   1.002045   \n",
       "3                                   1.539827   \n",
       "4                                   1.373726   \n",
       "\n",
       "   AST_MAVER_DPSA_BAL_AST_TD_BAL_ratio  \\\n",
       "0                         2.122809e+06   \n",
       "1                         9.944437e+05   \n",
       "2                         1.089063e+06   \n",
       "3                         3.111605e+06   \n",
       "4                         8.823912e-01   \n",
       "\n",
       "   AST_MAVER_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                                 2.122809e+06   \n",
       "1                                 9.944437e+05   \n",
       "2                                 1.089063e+06   \n",
       "3                                 3.111605e+06   \n",
       "4                                 1.063098e+06   \n",
       "\n",
       "   AST_MAVER_DPSA_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                                 0.998533   \n",
       "1                                 0.999896   \n",
       "2                                 0.997970   \n",
       "3                                 0.771106   \n",
       "4                                 0.554638   \n",
       "\n",
       "   AST_SAVER_DPSA_BAL_AST_SAVER_DPSA_BAL_diff  \\\n",
       "0                                    0.010523   \n",
       "1                                   -0.002047   \n",
       "2                                   -0.007656   \n",
       "3                                   -9.310211   \n",
       "4                                   -2.620189   \n",
       "\n",
       "   AST_SAVER_DPSA_BAL_AST_YAVER_DPSA_BAL_ratio  \\\n",
       "0                                     0.991071   \n",
       "1                                     1.000308   \n",
       "2                                     1.003537   \n",
       "3                                     1.049844   \n",
       "4                                     0.473243   \n",
       "\n",
       "   AST_SAVER_DPSA_BAL_AST_DCARD_SA_BAL_ratio  \\\n",
       "0                                   1.002357   \n",
       "1                                   0.999793   \n",
       "2                                   1.003379   \n",
       "3                                   1.536175   \n",
       "4                                   2.138215   \n",
       "\n",
       "   AST_SAVER_DPSA_BAL_AST_TD_BAL_ratio  \\\n",
       "0                         2.126980e+06   \n",
       "1                         9.943413e+05   \n",
       "2                         1.090512e+06   \n",
       "3                         3.104227e+06   \n",
       "4                         1.373449e+00   \n",
       "\n",
       "   AST_SAVER_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                                 2.126980e+06   \n",
       "1                                 9.943413e+05   \n",
       "2                                 1.090512e+06   \n",
       "3                                 3.104227e+06   \n",
       "4                                 1.654721e+06   \n",
       "\n",
       "   AST_SAVER_DPSA_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                                 1.000495   \n",
       "1                                 0.999793   \n",
       "2                                 0.999297   \n",
       "3                                 0.769278   \n",
       "4                                 0.863299   \n",
       "\n",
       "   AST_YAVER_DPSA_BAL_AST_YAVER_DPSA_BAL_diff  \\\n",
       "0                                    0.202135   \n",
       "1                                   -0.005120   \n",
       "2                                   -0.046100   \n",
       "3                                  -10.784040   \n",
       "4                                   15.798159   \n",
       "\n",
       "   AST_YAVER_DPSA_BAL_AST_DCARD_SA_BAL_ratio  \\\n",
       "0                                   1.011387   \n",
       "1                                   0.999484   \n",
       "2                                   0.999841   \n",
       "3                                   1.463240   \n",
       "4                                   4.518218   \n",
       "\n",
       "   AST_YAVER_DPSA_BAL_AST_TD_BAL_ratio  \\\n",
       "0                         2.146141e+06   \n",
       "1                         9.940341e+05   \n",
       "2                         1.086668e+06   \n",
       "3                         2.956844e+06   \n",
       "4                         2.902206e+00   \n",
       "\n",
       "   AST_YAVER_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                                 2.146141e+06   \n",
       "1                                 9.940341e+05   \n",
       "2                                 1.086668e+06   \n",
       "3                                 2.956844e+06   \n",
       "4                                 3.496556e+06   \n",
       "\n",
       "   AST_YAVER_DPSA_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                                 1.009508   \n",
       "1                                 0.999484   \n",
       "2                                 0.995775   \n",
       "3                                 0.732754   \n",
       "4                                 1.824219   \n",
       "\n",
       "   AST_DCARD_SA_BAL_AST_DCARD_SA_BAL_diff  AST_DCARD_SA_BAL_AST_TD_BAL_ratio  \\\n",
       "0                               -0.039497                       2.121978e+06   \n",
       "1                                0.000000                       9.945461e+05   \n",
       "2                               -0.044386                       1.086839e+06   \n",
       "3                              -20.144984                       2.020749e+06   \n",
       "4                              -11.428615                       6.423335e-01   \n",
       "\n",
       "   AST_DCARD_SA_BAL_AST_PSRE_TAINO_BAL_ratio  \\\n",
       "0                               2.121978e+06   \n",
       "1                               9.945461e+05   \n",
       "2                               1.086839e+06   \n",
       "3                               2.020749e+06   \n",
       "4                               7.738785e+05   \n",
       "\n",
       "   AST_DCARD_SA_BAL_AST_DP_BAL_MAX_ratio  AST_TD_BAL_AST_TD_BAL_diff  \\\n",
       "0                               0.998142                  -21.259275   \n",
       "1                               0.999999                   -9.945461   \n",
       "2                               0.995932                  -10.912779   \n",
       "3                               0.500774                  -40.352479   \n",
       "4                               0.403747                   -7.119487   \n",
       "\n",
       "   AST_TD_BAL_AST_PSRE_TAINO_BAL_ratio  AST_TD_BAL_AST_DP_BAL_MAX_ratio  \\\n",
       "0                         0.000000e+00                         0.000000   \n",
       "1                         0.000000e+00                         0.000000   \n",
       "2                         0.000000e+00                         0.000000   \n",
       "3                         0.000000e+00                         0.000000   \n",
       "4                         1.204791e+06                         0.628562   \n",
       "\n",
       "   AST_PSRE_TAINO_BAL_AST_PSRE_TAINO_BAL_diff  \\\n",
       "0                                  -21.259275   \n",
       "1                                   -9.945461   \n",
       "2                                  -10.912779   \n",
       "3                                  -40.352479   \n",
       "4                                  -19.167400   \n",
       "\n",
       "   AST_PSRE_TAINO_BAL_AST_DP_BAL_MAX_ratio  \n",
       "0                                      0.0  \n",
       "1                                      0.0  \n",
       "2                                      0.0  \n",
       "3                                      0.0  \n",
       "4                                      0.0  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns',None)\n",
    "tmp_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp_train.to_csv('../fea/train_asset.csv',index=False)\n",
    "tmp_test.to_csv('../fea/test_asset.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "file_extension": ".py",
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